{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " **Getting Started - siamxt**\n",
    "=============================\n",
    " \n",
    "\n",
    "Loading an image and building its max-tree\n",
    "------------------------------------------------\n",
    "The code fragment below illustrates how to load an image and build its max-tree using a defined connectivity rule. Line 1 is a command that makes the plots appear embedded in the jupyter-notebook. Line 4 imports numpy, which is an efficient library for array processing. The entire siamxt was built upon it. The other imports are used to read (PIL, line 8), display (matplotlib, line 11) images and measure processing times (time, 13). Our toolbox is imported in line 15.\n",
    "\n",
    "The image is read using PIL and converted to a numpy array in line 19. When reading images, make sure it is grayscale and the array type is either uint8 or uint16. The image can be either 2D or 3D. iamxt only works with contiguous arrays, so be careful when using numpy slicing features.\n",
    "\n",
    "Lines 22 through 26 displays the image. In line 30, the connectivity rule used to build the max-tree is defined. This example uses connectivity-8 The connectivity rule is represented by a boolean odd-sized array that represents a structuring element. The central pixel of the array represents the pixel being analyzed and non-zero pixels represent its neighbors. \n",
    "\n",
    "The max-tree is built in line 34. iamxt uses the node-array (NA), node-index (NI) max-tree representation proposed in:\n",
    "\n",
    "**R. Souza, L. Rittner, R. Lotufo and R. Machado, \"An array-based node-oriented max-tree representation,\" 2015 IEEE International Conference on Image Processing (ICIP), Quebec City, QC, 2015, pp. 3620-3624.**\n",
    "\n",
    "Each column of NA represents a node, which is identified by the column index. The lines represent attributes of that node. By default  our  toolbox  computes  the  area,  number  of  children, bounding-box coordinates, the sum of the coordinates in each axis for every max-tree node, and a seed for reconstruction of the connected component corresponding to the node. The meanings of each line of NA are summarized in the table bellow. \n",
    "\n",
    "\n",
    "| Line |Attribute | Meaning                       | \n",
    "|------|----------|-------------------------------|\n",
    "|  0   |    par   |  Parent                       |\n",
    "|  1   |   nchild |  Number of children           |\n",
    "|  2   |    level |  Gray-level                   |\n",
    "|  3   |    area  |  Node area                    |\n",
    "|  4   |    seed  |  Seed for node reconstruction |     \n",
    "|  5   |    sumx  |  Sum of x coordinates         |\n",
    "|  6   |    xmin  |  Minimum x coordinate         | \n",
    "|  7   |    xmax  |  Maximum x coordinate         | \n",
    "|  8   |    sumy  |  Sum of y coordinates         |  \n",
    "|  9   |    ymin  |  Minimum y coordinate         |\n",
    "| 10   |    ymax  |  Maximum y coordinate         |\n",
    "| 11   |    sumz  |  Sum of z coordinates         |\n",
    "| 12   |    zmin  |  Minimum z coordinate         |\n",
    "| 13   |    zmax  |  Maximum z coordinate         |\n",
    "\n",
    "NI is an array with the same dimensions of the gray-scale image represented by the max-tree. Each element of the array points to the max-tree node identifier it belongs. Line 38 prints the number of max-tree nodes, which is the number of columns in NA. Line 39 prints the number of leaves, which is the number of nodes in NA with no-children (number of children is coded in the first line of NA).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image dimensions: 512x512 pixels\n",
      "Max-tree build time: 0.028357s\n",
      "Number of max-tree nodes: 14204\n",
      "Number of max-tree leaves: 11334\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This makes plots appear in the notebook\n",
    "%matplotlib inline \n",
    "\n",
    "import numpy as np # numpy is the major library in which siamxt was built upon\n",
    "                   # we like the array programming style =)\n",
    "\n",
    "# We are using PIL to read images     \n",
    "from PIL import Image\n",
    "\n",
    "# and matplotlib to display images\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import time # Let's measure some processing times\n",
    "\n",
    "import siamxt  \n",
    "\n",
    "# Loading the image.\n",
    "# Make sure the image you read is either uint8 or uint16\n",
    "img = np.asarray(Image.open(\"./Sample-images/apple.png\"))\n",
    "print(\"Image dimensions: %dx%d pixels\" %img.shape)\n",
    "\n",
    "#Displaying the image\n",
    "fig = plt.figure()\n",
    "plt.imshow(img, cmap='Greys_r')\n",
    "plt.axis('off')\n",
    "plt.title(\"Original image\")\n",
    "\n",
    "\n",
    "#Structuring element with connectivity-8\n",
    "Bc = np.ones((3,3),dtype = bool)\n",
    "\n",
    "t = time.time()\n",
    "#Building the max-tree with the connectivity defined\n",
    "mxt = siamxt.MaxTreeAlpha(img,Bc)\n",
    "t = time.time() -t\n",
    "\n",
    "print(\"Max-tree build time: %fs\" %t)\n",
    "print(\"Number of max-tree nodes: %d\" %mxt.node_array.shape[1])\n",
    "print(\"Number of max-tree leaves: %d\" %(mxt.node_array[1,:] == 0).sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Area-open filter\n",
    "-----------------\n",
    "\n",
    "The image loaded is corrupted with pepper noise (black spots). The max-tree is maxima oriented (white regions). In order to filter the pepper noise, we need to work with the min-tree, which is equivalent to process the max-tree of the negated image. Line of the code negates the image. Line 9 builds the max-tree of the negated image (i.e. min-tree). Line 12 makes a hard copy of the max-tree structure. Line 15 applies the area-open filter, which consists in removing nodes with area smaller than a threshold. Line 18 recovers the image corresponding to the filtered max-tree. Line 21 negates the recovered image. We can see that the pepper noise was filtered from the image. Filtering a max-tree is a connected filter, i.e. a filte that does not blur the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'area-open, area = 25 ')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Negating the image\n",
    "img_max = img.max()\n",
    "img_neg = img_max-img\n",
    "\n",
    "# Area threshold\n",
    "area = 25\n",
    "\n",
    "#Building the max-tree of the negated image, i.e. min-tree\n",
    "mxt_neg = siamxt.MaxTreeAlpha(img_neg,Bc)\n",
    "\n",
    "# Making a hard copy of the max-tree\n",
    "mxt_neg2 = mxt_neg.clone()\n",
    "\n",
    "#Applying an area-open filter\n",
    "mxt_neg.areaOpen(area)\n",
    "\n",
    "#Recovering the image \n",
    "img_filtered =  mxt_neg.getImage()\n",
    "\n",
    "# Negating the image back\n",
    "img_filtered = img_max -img_filtered\n",
    "\n",
    "#Displaying the filtered image\n",
    "fig = plt.figure()\n",
    "plt.imshow(img_filtered, cmap='Greys_r')\n",
    "plt.axis('off')\n",
    "plt.title(\"area-open, area = %d \" %area)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extinction filter\n",
    "------------------\n",
    "\n",
    "Extinction filters are extrema oriented filters. They preserve the **n** extrema (minima or maxima) with highest extinction values. It compared well against attribute filters, like area-open, in the following publication:\n",
    "\n",
    "** R. Souza, L. Rittner, R. Machado, and R. Lotufo, “A comparison between extinction filters and attribute filters,” in ISMM’15, Reykjavik, Iceland, May 27-29, 2015. Proceedings, pp. 63–74, 2015.**\n",
    "\n",
    "In this example, we preserved 5 minima (line 2) in the image. Line 5 extracts the area of the max-tree nodes from the NA structure. Line 8 computes the area extinction values. Line 11 applies the extinction filter. The remaining of the code is similar to the previous area-open example. The filtered image is displayed below.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'area extinction filter, n= 5 ')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of leaves to be preserved\n",
    "n = 5\n",
    "\n",
    "# Select the area attribute of the max-tree nodes from NA\n",
    "area = mxt_neg2.node_array[3,:]\n",
    "\n",
    "# Computes the area extinction values\n",
    "area_ext = mxt_neg2.computeExtinctionValues(area,\"area\")\n",
    "\n",
    "# Applies the  area extinction filter\n",
    "mxt_neg2.extinctionFilter(area_ext,n)\n",
    "\n",
    "#Recovering the image \n",
    "img_filtered2 =  mxt_neg2.getImage()\n",
    "\n",
    "# Negating the image back\n",
    "img_filtered2 = img_max -img_filtered2\n",
    "\n",
    "#Displaying the filtered image\n",
    "fig = plt.figure()\n",
    "plt.imshow(img_filtered2, cmap='Greys_r')\n",
    "plt.axis('off')\n",
    "plt.title(\"area extinction filter, n= %d \" %n)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Bounding-box filter\n",
    "-----------------------\n",
    "\n",
    "Different features can be extracted from the max-tree nodes. In this example, we use the boundig-box information that siamxt computed when building the max-tree to filter a license plate image the maximum we can without losing the license plate characters. Lines 16 through 20 define parameters of the filter, wich are the minimum and maximum bounding-box lengths and the minimum rectangularity ratio (rr) defined by:\n",
    "\n",
    "\\begin{equation*}\n",
    "rr = \\frac{area_{node}}{H_{bbox}W_{bbox}}\n",
    "\\end{equation*}\n",
    "\n",
    "where $area_{node}$, $H_{bbox}$, $W_{bbox}$ are the area of the node and the height and width of the node's connected component bounding-box. The characters are dark, so we have to work with the negative of the image (lines 6 and 7). Lines 16 through 20 set the parameters of the filter. These parameters were set empirically. Lines 23 through 25 define a structuring element with connectivity-4.  Line 28 builds the min-tree. Lines 31 and 32 compute the bounding-box height (dx) and width (dy) for each max-tree node. The information of the nodes' bounding-box minimum and maximum coordiantes is computed during the max-tree construction, so computing the height and width comes straightfoward. Line 35 computes the nodes' rectangularity ratios.  Line 38 creates a boolean array with the max-tree nodes that attend the filtering criteria set to **True**. Line 41 performs the filtering using the max-tree direct filtering rule. The remianing of the code is similar to previous examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image dimensions: 240x640 pixels\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Loading license plate image\n",
    "img = np.asarray(Image.open(\"./Sample-images/plate.png\"))\n",
    "print(\"Image dimensions: %dx%d pixels\" %img.shape)\n",
    "\n",
    "# Negating the image\n",
    "img_max = img.max()\n",
    "img_neg = img.max() - img\n",
    "\n",
    "#Displaying the image\n",
    "fig = plt.figure(dpi = 200)\n",
    "plt.subplot(121)\n",
    "plt.imshow(img_neg, cmap='Greys_r')\n",
    "plt.axis('off')\n",
    "plt.title(\"Negated image\")\n",
    "\n",
    "# Filter parameters\n",
    "Wmin = 7  # Minimum bounding-box width\n",
    "Hmin = 13 # Minimum bounding-box height\n",
    "Wmax = 17 # Maximum bounding-box width\n",
    "Hmax = 25 # Maximum bounding-box height\n",
    "rr = 0.45 # Minimum rectangularity ratio\n",
    "\n",
    "#Structuring element with connectivity-4 \n",
    "Bc = np.zeros((3,3), dtype = bool)\n",
    "Bc[1,:] = True\n",
    "Bc[:,1] = True\n",
    "\n",
    "# Building the max-tree of the negated image, i.e. min-tree\n",
    "mxt = siamxt.MaxTreeAlpha(img_neg,Bc)\n",
    "\n",
    "# Bounding box-lengths\n",
    "dx = mxt.node_array[7,:] - mxt.node_array[6,:]\n",
    "dy = mxt.node_array[10,:] - mxt.node_array[9,:]\n",
    "\n",
    "# Rectangularity ratio\n",
    "RR = mxt.computeRR()\n",
    "\n",
    "# Node selection criteria\n",
    "nodes = (dx>Hmin) & (dx<Hmax) & (dy > Wmin) & (dy < Wmax) & (RR > rr)\n",
    "\n",
    "#Filtering the max-tree\n",
    "mxt.contractDR(nodes)\n",
    "\n",
    "# Recovering the filtered the image\n",
    "img_filtered = mxt.getImage()\n",
    "\n",
    " \n",
    "#Displaying the filtered image\n",
    "plt.subplot(122)\n",
    "plt.imshow(img_filtered, cmap='Greys_r')\n",
    "plt.axis('off')\n",
    "plt.title(\"Bounding-box and rectangularity filter\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Max-tree area signature analysis\n",
    "------------------------------------\n",
    "One  important  concept  related  to  the  max-tree  is  the  attribute signature proposed in: \n",
    "\n",
    "**R. Jones, “Connected filtering and segmentation using component trees,” Computer Vision and\n",
    "Image Understanding, vol. 75, no. 3, pp. 215–228, 1999.**\n",
    "\n",
    "The max-tree signature consists  in  analyzing  an  attribute  variation  starting  at  a  leaf\n",
    "node  and  going  towards  the  root. Signature analysis is a powerful tool to inspect how the\n",
    "connected components evolve when you go through many threshold values. For instance, when there is a\n",
    "sudden  change  in  the  area  signature  value,  it  may  represent a  connected  component  that\n",
    "split  in  two  or  more  significant connected  components.  \n",
    "\n",
    "In this example, we load a brain MR slice (line 2). A hand-picked pixel corresponding to a regional maximum is selected in line 16 and its corresponding node line 19. The area signature is computed in line 25 and the gradient of the area signature in line 28. The area signature and gradient plots are displayed. Peaks in the gradient represent a CC that split in two or more components. The largest peak in the gradient corresponds to the separation between the background and forground of the image. The second peak corresponds to the threshold where the brain and the skull split. Line 49 selects the second largest peak. Lines 51 through 54 and 56 through 59 reconstruct the nodes that correspond to the gradient peak."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image dimensions: 256x256 pixels\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Reconstruction at h = 32')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Loading brain MR image\n",
    "img = np.asarray(Image.open(\"./Sample-images/brain_coronal.png\"))\n",
    "print(\"Image dimensions: %dx%d pixels\" %img.shape)\n",
    "\n",
    "\n",
    "#Displaying the original image\n",
    "fig = plt.figure()\n",
    "plt.imshow(img, cmap='Greys_r')\n",
    "plt.axis('off')\n",
    "plt.title(\"Original image\")\n",
    "\n",
    "# Building the max-tree\n",
    "mxt = siamxt.MaxTreeAlpha(img,Bc)\n",
    "\n",
    "#Hand-picked regional maxima\n",
    "x,y = 83,90\n",
    "\n",
    "# Node corresponding to a regional maximum\n",
    "node = mxt.node_index[x,y]\n",
    "\n",
    "# Extracting area attribute from NA\n",
    "area = mxt.node_array[3,:]\n",
    "\n",
    "# Area signature computation\n",
    "levels,signature =  mxt.getSignature(area, node)\n",
    "\n",
    "#Gradient of the area signature\n",
    "gradient = signature[0:-1] - signature[1:]\n",
    "\n",
    "# Display area signature\n",
    "fig = plt.figure(figsize = (12,6))\n",
    "plt.subplot(121)\n",
    "plt.plot(levels,signature)\n",
    "plt.grid()\n",
    "plt.xlabel(\"Gray-level\")\n",
    "plt.ylabel(\"Area\")\n",
    "plt.title(\"Area signature\")\n",
    "\n",
    "\n",
    "# Display gradient of the area signature\n",
    "plt.subplot(122)\n",
    "plt.grid()\n",
    "plt.plot(levels[0:-1],gradient)\n",
    "plt.xlabel(\"Gray-level\")\n",
    "plt.ylabel(\"Gradient\")\n",
    "plt.title(\"Gradient signature\")\n",
    "\n",
    "\n",
    "# Selecting the second peak of the gradient\n",
    "index = np.argsort(gradient)[::-1][1]\n",
    "\n",
    "#reconstructing the node corresponding to the peak (largest area)\n",
    "area1 = signature[index]\n",
    "node1 = np.where(mxt.node_array[3,:] == area1)[0][0]\n",
    "cc1 = mxt.recConnectedComponent(node1)\n",
    "\n",
    "#reconstructing the node corresponding to the peak (smaller area)\n",
    "area2 = signature[index + 1]\n",
    "node2 = np.where(mxt.node_array[3,:] == area2)[0][0]\n",
    "cc2 = mxt.recConnectedComponent(node2)\n",
    "\n",
    "\n",
    "#Displaying the nodes reconstructed    \n",
    "fig = plt.figure()\n",
    "plt.subplot(121)\n",
    "plt.imshow(cc1, cmap='Greys_r')\n",
    "plt.axis('off')\n",
    "plt.title(\"Reconstruction at h = %d\" %mxt.node_array[2,node1])\n",
    "plt.subplot(122)\n",
    "plt.imshow(cc2, cmap='Greys_r')\n",
    "plt.axis('off')\n",
    "plt.title(\"Reconstruction at h = %d\" %mxt.node_array[2,node2])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
